ICML 2024 Workshop ARLET Submissions

Bisimulation Metrics are Optimal Transport Distances, and Can be Computed Efficiently
Sergio Calo, Anders Jonsson, Gergely Neu, Ludovic Schwartz, Javier Segovia-Aguas
- Published: 19 Jun 2024, Last Modified: 06 Jan 2025
- ARLET 2024 Poster
- Readers: Everyone
Should You Trust DQN?
Aditya Gopalan, Gugan Thoppe
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Reweighted Bellman Targets for Continual Reinforcement Learning
Ke Sun, Jun Jin, Xi Chen, Wulong Liu, Linglong Kong
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Accelerated Online Reinforcement Learning using Auxiliary Start State Distributions
Aman Mehra, Alexandre Capone, Jeff Schneider
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Handling Delay in Reinforcement Learning Caused by Parallel Computations of Neurons
Ivan Anokhin, Rishav Rishav, Stephen Chung, Irina Rish, Samira Ebrahimi Kahou
- Published: 19 Jun 2024, Last Modified: 02 Aug 2024
- ARLET 2024 Poster
- Readers: Everyone
Misspecified $Q$-Learning with Sparse Linear Function Approximation: Tight Bounds on Approximation Error
Ally Yalei Du, Lin Yang, Ruosong Wang
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
ORSO: Accelerating Reward Design via Online Reward Selection and Policy Optimization
Chen Bo Calvin Zhang, Zhang-Wei Hong, Aldo Pacchiano, Pulkit Agrawal
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Decoupled Stochastic Gradient Descent for N-Player Games
Ali Zindari, Parham Yazdkhasti, Tatjana Chavdarova, Sebastian U Stich
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Risk-Aware Bandits for Best Crop Management
Dorian Baudry, Romain Gautron
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
A Tractable Inference Perspective of Offline RL
Xuejie Liu, Anji Liu, Guy Van den Broeck, Yitao Liang
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Quantized Representations Prevent Dimensional Collapse in Self-predictive RL
Aidan Scannell, Kalle Kujanpää, Yi Zhao, Mohammadreza Nakhaeinezhadfard, Arno Solin, Joni Pajarinen
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
EMPO: A Clustering-Based On-Policy Algorithm for Offline Reinforcement Learing
Jongeui Park, Myungsik Cho, Youngchul Sung
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Efficient Offline Reinforcement Learning: The Critic is Critical
Adam Jelley, Trevor McInroe, Sam Devlin, Amos Storkey
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Coordination Failure in Cooperative Offline MARL
Callum Rhys Tilbury, Juan Claude Formanek, Louise Beyers, Jonathan Phillip Shock, Arnu Pretorius
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Generalized Linear Bandits with Limited Adaptivity
Ayush Sawarni, Nirjhar Das, Siddharth Barman, Gaurav Sinha
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
The Importance of Online Data: Understanding Preference Fine-Tuning via Coverage
Yuda Song, Gokul Swamy, Aarti Singh, Drew Bagnell, Wen Sun
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Reward Centering
Abhishek Naik, Yi Wan, Manan Tomar, Richard S. Sutton
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Offline Reinforcement Learning with Pessimistic Value Priors
Filippo Valdettaro, Aldo A. Faisal
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Batched fixed-confidence pure exploration for bandits with switching constraints
Newton Mwai, Milad Malekipirbazari, Fredrik D. Johansson
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
KalMamba: Towards Efficient Probabilistic State Space Models for RL under Uncertainty
Philipp Becker, Niklas Freymuth, Gerhard Neumann
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Provably Mitigating Overoptimization in RLHF: Your SFT Loss is Implicitly an Adversarial Regularizer
Zhihan Liu, Miao Lu, Shenao Zhang, Boyi Liu, Hongyi Guo, Yingxiang Yang, Jose Blanchet, Zhaoran Wang
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Provable Partially Observable Reinforcement Learning with Privileged Information
Yang Cai, Xiangyu Liu, Argyris Oikonomou, Kaiqing Zhang
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Distributionally Robust Reinforcement Learning with Interactive Data Collection: Fundamental Hardness and Near-Optimal Algorithm
Miao Lu, Han Zhong, Tong Zhang, Jose Blanchet
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Wind farm control with cooperative multi-agent reinforcement learning
Claire Bizon Monroc, Ana Busic, Jiamin Zhu, Donatien Dubuc
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone
Dual Approximation Policy Optimization
Zhihan Xiong, Maryam Fazel, Lin Xiao
- Published: 19 Jun 2024, Last Modified: 26 Jul 2024
- ARLET 2024 Poster
- Readers: Everyone